Main Page
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Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Explodinggradients Ragas LLM Benchmarking
Principles
- Principle:Lm sys FastChat LoRA Adapter Injection
- Principle:Langgenius Dify Pipeline Template Selection
- Principle:Lucidrains X transformers Belief State Training
- Principle:ThreeSR Awesome Inference Time Scaling Repository Forking
- Principle:Mit han lab Llm awq AWQ Transform Application
- Principle:Puppeteer Puppeteer PDF Generation
- Principle:Truera Trulens Application Recording
- Principle:Togethercomputer Together python Dataset Preparation
- Principle:Onnx Onnx Model Inspection
- Principle:Microsoft Semantic kernel Vector Store Data Model
Implementations
- Implementation:Risingwavelabs Risingwave SinkWriterStreamObserver OnNext
- Implementation:Open compass VLMEvalKit TaiyiWrapper
- Implementation:Openai Openai node Files WaitForProcessing
- Implementation:TobikoData Sqlmesh Context Apply
- Implementation:Kornia Kornia Edge Map Processing
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Producer
- Implementation:Recommenders team Recommenders EmbDotBias Training
- Implementation:Kornia Kornia Raw Bayer Conversion
- Implementation:Kornia Kornia Distance Transform
- Implementation:CARLA simulator Carla PythonAPI Header
Heuristics
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Romsto Speculative Decoding Gamma Tuning
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
Environments
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Ray project Ray Java Build Environment
- Environment:Vllm project Vllm GitHub
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Vllm project Vllm Python Dependencies